opus-mt-bg-tr Open-Source Translation Model - Achieve Efficient Bulgarian to Turkish Translation for Free

Opus Mt Bg Tr

Developed by Helsinki-NLP

This is a Bulgarian-to-Turkish machine translation model based on the Transformer architecture, developed by the Helsinki-NLP team.

Machine Translation

Transformers

OtherOpen Source License:Apache-2.0 #Low-resource language translation #SentencePiece tokenization #Standardized preprocessing

Downloads 25

Release Time : 3/2/2022

Model Overview

This model is specifically designed for translating Bulgarian text into Turkish, supporting standard Bulgarian and its Latin alphabet variants.

Model Features

Multi-alphabet support

Supports input in standard Bulgarian and its Latin alphabet variants

Efficient preprocessing

Utilizes standardized preprocessing + SentencePiece tokenization (spm32k)

Stable performance

Achieves 40.9 BLEU and 0.687 chr-F scores on the Tatoeba test set

Model Capabilities

Bulgarian-to-Turkish text translation

Handling Bulgarian input in Latin alphabet variants

Use Cases

Language services

Document translation

Translate Bulgarian documents into Turkish

Achieves 40.9 BLEU score on standard test sets

Cross-language communication

Facilitates communication between Bulgarian and Turkish speakers

🚀 bul-tur Translation Model

This is a translation model aiming to translate Bulgarian to Turkish, providing high - quality translation services.

🚀 Quick Start

The bul - tur model is a powerful tool for translating Bulgarian to Turkish. You can download the original weights and test set translations from the links provided below to start using it.

✨ Features

Language Pair: Translates from Bulgarian (bul, bul_Latn) to Turkish (tur).
Model Type: Utilizes the transformer architecture.
Pre - processing: Applies normalization and SentencePiece (spm32k, spm32k) for pre - processing.

📦 Installation

There is no specific installation command provided in the original README. If you want to use this model, you can download the original weights from the following link: opus - 2020 - 07 - 03.zip

📚 Documentation

Model Details

Property	Details
Model Type	transformer
Source Language(s)	bul, bul_Latn
Target Language(s)	tur
Pre - processing	normalization + SentencePiece (spm32k, spm32k)
Download Original Weights	opus - 2020 - 07 - 03.zip
Test Set Translations	opus - 2020 - 07 - 03.test.txt
Test Set Scores	opus - 2020 - 07 - 03.eval.txt

Benchmarks

testset	BLEU	chr - F
Tatoeba - test.bul.tur	40.9	0.687

System Info

hf_name: bul - tur
source_languages: bul
target_languages: tur
opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/bul-tur/README.md
original_repo: Tatoeba - Challenge
tags: ['translation']
languages: ['bg', 'tr']
src_constituents: {'bul', 'bul_Latn'}
tgt_constituents: {'tur'}
src_multilingual: False
tgt_multilingual: False
prepro: normalization + SentencePiece (spm32k, spm32k)
url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/bul-tur/opus-2020-07-03.zip
url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/bul-tur/opus-2020-07-03.test.txt
src_alpha3: bul
tgt_alpha3: tur
short_pair: bg - tr
chrF2_score: 0.687
bleu: 40.9
brevity_penalty: 0.946
ref_len: 4948.0
src_name: Bulgarian
tgt_name: Turkish
train_date: 2020 - 07 - 03
src_alpha2: bg
tgt_alpha2: tr
prefer_old: False
long_pair: bul - tur
helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535
transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b
port_machine: brutasse
port_time: 2020 - 08 - 21 - 14:41

📄 License

This project is licensed under the Apache - 2.0 license.

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